Numerical Dynamic Programming in Economics
29 pages

Numerical Dynamic Programming in Economics


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  • exposé
Numerical Dynamic Programming in Economics John Rust Yale University Contents 1 1. Introduction 2. Markov Decision Processes (MDP's) and the Theory of Dynamic Programming 2.1 Definitions of MDP's, DDP's, and CDP's 2.2 Bellman's Equation, Contraction Mappings, and Blackwell's Theorem 2.3 Error Bounds for Approximate Fixed Points of Approximate Bellman Operators 2.4 A Geometric Series Representation for MDP's 2.5 Examples of Analytic Solutions to Bellman's Equation for Specific “Test Problems” 2.6 Euler Equations and Euler Operators 3.
  • mdp problem
  • smooth approximation methods
  • continuous mdp
  • discrete approximation methods
  • pair of functions of the current state
  • numerical methods
  • solution
  • problems
  • state
  • problem



Publié par
Nombre de lectures 24
Langue English


Page 1
Chapter 9. Secrets Underground
“What’s the library lady
doing here?” Dwight’s voice
blurted as soon as he saw
her face.

Mrs. Norolla was standing
now. Flaming pieces of
curtain flew to the floor.
Zigzagging trails of fire
climbed the wallpaper. She
flung open the French doors
that led to the backyard and
rushed outside.

Confused, the children
followed her. Mrs. Norolla
headed for the trash pit and
retrieved another smoldering
log. She held it high, then
rushed to the far end of the
house where everything was
dark. With all her might, Mrs.
Norolla heaved the log through a window. She made four more trips
to the trash pit, each time taking a log and throwing it through another
dark window. Soon, flames were lapping behind a long row of
shattered windows.

Mrs. Norolla returned to the French doors and glanced back at the
burning house. Her eyes seemed to flicker with pride at the sight of
her handiwork. Then she looked through the open doors at the first
room she had set afire. It was burning brightly now. Again, she
smiled. Thick black smoke was beginning to pour out of the doors,
rising in the night sky.

Her smile suddenly evaporated.

She looked up at a window on the second floor. “Young Robert!” she
cried out loud. “I almost forgot! I’ll get you!” She placed her hands Page 2
over her mouth so that she could breathe easier and hurried through
the burning room to the hallway.

Luz, Dwight, and Max started to follow her, but Miss Moon was
standing at the bottom of the stairs. She held up her hand, stopping

“You don’t need to follow her,” Miss Moon’s voice said. “She’s going
to rescue my son.”

“Do you know who she is?” Luz’s voice replied anxiously.

“Yes, why?” Miss Moon said.

“Because we know her, too!” Max’s voice told her. “She’s like you.
She’s past and present.”

“You know her?” Miss Moon asked. “Past and present?”

Luz nodded. “She’s the librarian at our school.”

“Librarian?” Miss Moon’s voice repeated. “She was no librarian.”

“Well, she’s the library lady in our school,” Dwight told her.

“And she’s La Llorona!” Max’s voice announced. “We figured it out.”

“Yes!” Luz’s voice exclaimed. “She doesn’t even have hands. She
wears gloves all the time!”

“You mean, she only has skeleton hands!” Dwight added. “Bony
skeleton hands! And I shook hands with her, too. It was really gross!”

“I saw them through the office window,” Luz said.

“Just a moment,” Miss Moon’s voice said, trying to sort through
everything the children were saying. “Slow down a little. How do you
know she’s La Llorona?”
Page 3
“Because she’s a ghost, and her last name is Norolla,” Max’s voice
explained. “And that spells Llorona when you change the letters

“Then her children are dead,” Miss Moon said, suddenly dumbstruck.
The children’s mouths dropped open. “I didn’t know she’d become La

“She had children?” Luz asked.

“Twins,” Miss Moon’s voice said. “Boys. Richard and Edward were
their names.”


Just then, Mrs. Norolla appeared at the top of the stairs carrying a
rolled-up blanket. She walked down the stairs carefully. As she
passed the children, Luz could see young Robert’s face peeking
through an opening in the blanket.

“My house!” young Robert was saying. “My house is burning!”

“Yes, don’t worry,” Mrs. Norolla was telling him. “It won’t be burning
long.” Then she smiled.

Miss Moon turned away to avoid looking at the face of her son.

“Why won’t you look at him?” Luz’s voice asked before she could stop

“It is very painful,” Miss Moon’s voice replied, “to see something you
cannot do anything about. I have never traveled back to this night
before. I couldn’t bear it.”

“Why did she want to burn your house down?” Max’s voice asked.

“Was she crazy or something?” Dwight asked. “Because she sure is
crazy when she’s the library lady in our school.” Page 4

“Just remember,” Miss Moon’s voice said, bristling, “she is not a
librarian. She was always jealous of me.”

“But how did you even know her?” Max asked.

“Was she a teacher?” Luz’s voice asked.

“No, she wasn’t a teacher,” Miss Moon’s voice replied. Then she
stopped. “I will tell you about her. But let’s go outside. It’s too
distracting to stay here.”

“Can we get hurt?” Max asked. He watched as flames began to flicker
behind the staircase.

“No,” Miss Moon’s voice confirmed. “But come with me and I’ll show
you a special place.”

Miss Moon led the children out the front door and down the front
walk. Luz glanced toward the street and saw that a small crowd had
gathered across from the house. A few people were wearing their
nightclothes covered by overcoats. Everyone was staring at the fire.

“Where are we going?” Max’s voice asked.

“To my grotto,” Miss Moon told them.

“What’s that?” Dwight asked.

“My special little cave,” she replied.

Just then, she veered off the front walk and headed down a narrow
brick path toward a small grove of mesquite trees. Miss Moon
stopped, and the children gathered around her. In front of them was a
formation of rock perhaps ten feet tall. The base of the rock had been
carved out to form a little shelter just large enough for a wooden
bench. Behind the rock, Luz could just see the top of the flames.

Miss Moon took a seat on the bench and beckoned to the children.
“Sit around me now. This is my secret place where I would come to Page 5
be alone sometimes. When you sit in here, you feel as if you are in
another world.”

Dwight and Max sat on each side of Miss Moon and gazed out at the
bushes and trees that surrounded them. Luz sat on the ground at
Miss Moon’s feet.

“Now,” Miss Moon’s voice said, “I’m going to tell you a story that will
explain quite a few things about the woman that set the fire. Her
name was Emma. She lived in Tombstone with her parents and
younger sister, Anna. They didn’t have much money, but her father
worked hard to put food on the table, and her mother worked hard,
too, raising her two children and working whenever she could.

“Now Emma was a difficult child. Whatever her parents told her to do,
she did just the opposite. If they asked her to help clean, she made
things dirty. If they asked her to work, she would only play. If they
asked her to make do with a smaller portion of food, she made sure
that she ate more. That’s the kind of person Emma was.

“When she was eighteen and Anna was sixteen, their mother died
and their father told them that they must work to earn their keep. He
found them a job working for a wealthy family in Tombstone. The
family agreed to take the two girls on for a year. Of course, as you
might guess, Emma liked being in the rich family’s house because
she loved looking at and touching all of the nice things. But she didn’t
like being told what to do. Even when she did work, she wasn’t very
good. On the other hand, Anna did everything she was told, and she
did her best on every job.

“When the year ended, the family asked to keep Emma’s sister for
another year, but they did not want Emma to work for them any
longer. Just before they let her go, she met a young man who had a
lot of money. He courted her for a time, and when he asked her to
marry him, she accepted. Emma didn’t even invite her father and
sister to the wedding because she was ashamed of them. She
thought they would embarrass her husband.

“Once they were married, Emma didn’t waste any time putting his
money to work. She made him build a nice house for her and then Page 6
she went about ordering just the right furnishings. After a year, she
had a nice house, lots of expensive things, and even twin sons. Her
husband traveled a lot, but whenever he came home he always
brought her money. Her face lit up every time she saw him, because
she knew his valise would be full of cash. After their sons were born,
he would also bring the boys presents, but he seemed to forget about
Emma. This made her very angry, not only with her husband but with
her sons.

“One day the sheriff came to call unexpectedly. He told Emma that
her husband was dead. He had been killed while robbing a train.
Then he told her that her husband had been wanted as a train robber
and bank robber for a long time. Needless to say, the money stopped
coming in. The boys cried for their father, and she grew to dislike her
sons even more.

“Everyone in Tombstone shunned her. Her father and sister had left
town. She had no one to turn to, and she was stubborn enough that
she wouldn’t have asked for help anyway. She sold all of her
possessions and used the money to live on for awhile. Finally, when
her money ran out, she decided to move to Phoenix, where there
would be more opportunity. On the way, she stopped in Tucson
where she left her sons with a distant cousin. She told the woman
that she would be back as soon as she had a job and could care for
them, but in her heart she knew she would never go back for them.

“She arrived in Phoenix without a dollar in her pocketbook. It didn’t
take her long to make enquiries about employment. By the end of the
first day she found her way to Robert Wisely’s orphanage.”

“Your husband had an orphanage?” Max’s voice asked.

“Yes, he had so many things: an orphanage, a museum, a library, the
house. He had many irons in the fire, so to speak.” She stopped and
listened to the crackle of the house burning behind them. “And he
never thought he would lose it all like this, I am certain.”

“But why would he have an orphanage?” Dwight asked. “Isn’t that
kind of weird?”
Page 7
“There were many orphans then,” Miss Moon’s voice explained, “not
always because they didn’t have parents. Some people simply
couldn’t afford to take care of their children, and they would put them
in an orphanage. At any rate, Emma secured a job and began to work
there. She didn’t like children, but she was hungry. Within a few
weeks, she set her sights on the director of the orphanage and
planned to marry him. Of course, he didn’t know anything about her
first marriage or her children, which is just the way she wanted it.

“In fact, no one knew anything about it—not even me, but of course I
hadn’t even met Emma yet. That happened on the day that Emma
came to Robert Wisely’s house looking for her husband. He had an
office inside the house, and sometimes he worked there. She rang
the front bell, and I happened to answer the door. Imagine my
surprise when I saw Emma’s face. I hadn’t seen her in many years.
You see, I am Emma’s younger sister, Anna Moon.”

Dwight almost fell off the bench. “You’re the library lady’s sister?”

Miss Moon nodded.

“But you’re like night and day,” Max’s voice commented.

“What happened?” Luz asked. “What’s she say?”

“I was shocked to see her. I knew nothing about her, and she knew
nothing about me. I had left Tombstone years earlier when my
employer decided to help pay for my schooling. I was educated as a
librarian. I happened to meet Mr. Wisely shortly afterwards. He was
opening a private library on Luna Drive, and he hired me to be in
charge. Not long after that he asked me to become Mrs. Wisely.
Emma and I had a good deal to talk about, but she hadn’t changed
one bit. She was very jealous of my hard work and good fortune.”

“But what about her kids?” Luz asked.

“I don’t know what happened to them. As far as I know, Richard and
Edward stayed with their cousin in Tucson, but now that you’ve told
me that she became La Llorona, it makes me sick to think of what
she might have done to those poor boys.” Page 8

“But you don’t know,” Luz’s voice argued. “Maybe there was a
mistake. Maybe—”

She was interrupted by the clang of a bell. Luz jumped up and craned
her neck. Through the bushes, she saw a small fire truck that looked
more like a toy approaching the front of the house.

“It looks so weird,” Dwight said, as he joined her.

They watched as the crowd parted to make room for the truck. At the
same time, Mrs. Norolla began to run up the front walk of the house.
Her arms were empty now.

“What’s she doing?” Dwight asked.

“Let’s go see,” Max’s voice suggested.

The children hurried to the front of the house, followed by Miss Moon.
There, they watched as Mrs. Norolla took a ring of keys from her

“What are those for?” Dwight asked.

She took one key and headed straight for the door to the Museum of
the Four Winds. In seconds she had opened it. Then she turned and
stepped across the foyer to the other door marked Private. She
unlocked it and threw it open. As the winds from the four open doors
converged in the foyer, they created a whirlwind of black smoke that
seemed to flame the fire more. In the hallway of the house, the fire
blazed brighter and stronger. A chandelier crashed to the marble

Then Mrs. Norolla ran back outside. She bumped into three

“What were you doing, Miss?” one of them said. “It’s dangerous in

“I wanted to make sure that everyone had escaped,” she told him. Page 9

Another fireman ran up.

“Chief, there’s a man who says he must speak to you.”

The fire chief seemed puzzled. He turned and looked at the crowd on
the other side of the gate. As he did, a very tall man in dark clothing
pushed open the gate and strode toward the chief.

“Who’s he?” Luz’s voice asked Miss Moon. “He looks kind of familiar.”

“Oh, he’s the undertaker,” Miss Moon’s voice replied. “I don’t think
you know him.” Then her voice chuckled. “No, that’s a bit of a fib, but
I always thought he looked like an undertaker. In truth, he was Mr.
Daggett. He was Emma’s husband.”

“He was Mrs. Norolla’s husband?” Luz said.

“The guy who ran the orphanage?” Max’s voice asked.

“Yes, and not a very pleasant man at all.”

The children were quiet then, and they could hear Mr. Daggett
speaking to the fire chief.

“There’s a desk in the office,” he was saying. “I know Mr. Wisely
would want you to save that desk. It’s very valuable.”

“Look at this house,” the fire chief exclaimed. “I can’t risk the lives of
any of my men. Can’t you tell the place is burning down? We don’t
have enough chemical to fight it, and the wells are dry.”

Luz watched Mr. Daggett carefully. He was at least a foot taller than
the fire chief. He lowered his chin, glared into the chief’s eyes, and
said, “I’m certain that Mr. Wisely would make it worth your while and
worth the while of any of your men who helped save his desk. It’s in
the office at the front of the house, to the right of the foyer. The fire
doesn’t seem to have reached that room yet.”
Page 10
The fire chief looked closely at that area of the house. “And just what
is so special about this desk?” he asked.

Mr. Daggett leaned down and said in a low voice, “It’s full of jewels
that are worth a fortune.”

The fire chief’s eyes widened. “All right,” he whispered. “I’ll have me a
little look. If it’s safe, we’ll pull the desk out. But I won’t forget your

Then the chief called two of his men over.

“Come with me,” he told them. “We have to salvage a desk from the

“Should we follow them?” Max’s voice asked.

“It’s just a desk,” Luz said. “We know they save it because the
newspaper article said so. And anyway it’s in the basement of the
library now, isn’t it?”

Then she glanced at Dwight to see what he thought.

But Dwight looked as if he had seen a ghost.

“Don’t—don’t you know who that is?” his voice asked, trembling.

“Who?” Luz asked.

“Him!” he said pointing at Mr. Daggett.

Mr. Daggett was standing outside the gate now, intently watching the
firemen enter the house.

“He does look familiar,” Luz’s voice said, “but I’ve never been to 1924
before, so how would we—” She stopped. “Oh my gosh…now I know
who he is!”

“Duh!” Dwight said.

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